Asymptotic normality and Berry-Esseen results for conditional density estimator with censored and dependent data

被引:10
作者
Liang, Han-Ying [1 ]
Peng, Liang [2 ]
机构
[1] Tongji Univ, Dept Math, Shanghai 200092, Peoples R China
[2] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA
关键词
alpha-mixing; Asymptotic normality; Berry-Esseen type bound; Censored data; Conditional density; KAPLAN-MEIER ESTIMATE; NONPARAMETRIC-ESTIMATION; TIME-SERIES; CONVERGENCE; SEQUENCES; SUMS;
D O I
10.1016/j.jmva.2010.01.002
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this paper we derive the asymptotic normality and a Berry-Esseen type bound for the kernel conditional density estimator proposed in Ould-Said and Cai (2005) 1261 when the censored observations with multivariate covariates form a stationary alpha-mixing sequence. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:1043 / 1054
页数:12
相关论文
共 38 条
[1]   Transition densities for interest rate and other nonlinear diffusions [J].
Aït-Sahalia, Y .
JOURNAL OF FINANCE, 1999, 54 (04) :1361-1395
[2]  
[Anonymous], 1994, Lecture notes in Statistics
[3]  
[Anonymous], 1980, MATH CTR TRACTS
[4]   Bandwidth selection for kernel conditional density estimation [J].
Bashtannyk, DM ;
Hyndman, RJ .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2001, 36 (03) :279-298
[5]   Estimating a distribution function for censored time series data [J].
Cai, ZW .
JOURNAL OF MULTIVARIATE ANALYSIS, 2001, 78 (02) :299-318
[6]   On conditional density estimation [J].
De Gooijer, JG ;
Zerom, D .
STATISTICA NEERLANDICA, 2003, 57 (02) :159-176
[7]   Estimation of conditional densities and sensitivity measures in nonlinear dynamical systems [J].
Fan, JQ ;
Yao, QW ;
Tong, H .
BIOMETRIKA, 1996, 83 (01) :189-206
[8]   A crossvalidation method for estimating conditional densities [J].
Fan, JQ ;
Yim, TH .
BIOMETRIKA, 2004, 91 (04) :819-834
[9]  
GORODETSKII VV, 1977, THEOR PROBAB APPL+, V22, P411, DOI 10.1137/1122049
[10]   FUNCTIONAL LAWS OF THE ITERATED LOGARITHM FOR THE PRODUCT-LIMIT ESTIMATOR OF A DISTRIBUTION FUNCTION UNDER RANDOM CENSORSHIP OR TRUNCATION [J].
GU, MG ;
LAI, TL .
ANNALS OF PROBABILITY, 1990, 18 (01) :160-189